In Algorithm REF  we sketch our coordinate descent for our 01 loss network that is based upon earlier work [1]}. We initialize all parameters to random values from the Normal distribution with mean 0 and variance 1. We then randomly select a subset of the training data (known as a batch) and perform the coordinate descent analog of a single step gradient update in stochastic gradient descent [2]}.
